Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 966 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 98.2 KiB |
| Average record size in memory | 104.1 B |
Variable types
| Numeric | 12 |
|---|---|
| DateTime | 1 |
df_index is highly correlated with relative_hour | High correlation |
memory_usage is highly correlated with gpu_memory_usage and 3 other fields | High correlation |
cpu_temp is highly correlated with gpu_temp | High correlation |
gpu_memory_usage is highly correlated with memory_usage and 3 other fields | High correlation |
gpu_load is highly correlated with memory_usage and 3 other fields | High correlation |
gpu_temp is highly correlated with memory_usage and 4 other fields | High correlation |
reported_hashrate is highly correlated with memory_usage and 3 other fields | High correlation |
relative_hour is highly correlated with df_index | High correlation |
df_index is uniformly distributed | Uniform |
df_index has unique values | Unique |
gpu_load has 311 (32.2%) zeros | Zeros |
reported_hashrate has 311 (32.2%) zeros | Zeros |
Reproduction
| Analysis started | 2021-12-01 03:32:20.945050 |
|---|---|
| Analysis finished | 2021-12-01 03:32:40.526127 |
| Duration | 19.58 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 966 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 716.5 |
| Minimum | 234 |
|---|---|
| Maximum | 1199 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.7 KiB |
Quantile statistics
| Minimum | 234 |
|---|---|
| 5-th percentile | 282.25 |
| Q1 | 475.25 |
| median | 716.5 |
| Q3 | 957.75 |
| 95-th percentile | 1150.75 |
| Maximum | 1199 |
| Range | 965 |
| Interquartile range (IQR) | 482.5 |
Descriptive statistics
| Standard deviation | 279.0044803 |
|---|---|
| Coefficient of variation (CV) | 0.389399135 |
| Kurtosis | -1.2 |
| Mean | 716.5 |
| Median Absolute Deviation (MAD) | 241.5 |
| Skewness | 0 |
| Sum | 692139 |
| Variance | 77843.5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 234 | 1 | 0.1% |
| 838 | 1 | 0.1% |
| 870 | 1 | 0.1% |
| 871 | 1 | 0.1% |
| 872 | 1 | 0.1% |
| 873 | 1 | 0.1% |
| 874 | 1 | 0.1% |
| 875 | 1 | 0.1% |
| 876 | 1 | 0.1% |
| 877 | 1 | 0.1% |
| Other values (956) | 956 |
| Value | Count | Frequency (%) |
| 234 | 1 | |
| 235 | 1 | |
| 236 | 1 | |
| 237 | 1 | |
| 238 | 1 |
| Value | Count | Frequency (%) |
| 1199 | 1 | |
| 1198 | 1 | |
| 1197 | 1 | |
| 1196 | 1 | |
| 1195 | 1 |
ts
Date
| Distinct | 866 |
|---|---|
| Distinct (%) | 89.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.7 KiB |
| Minimum | 2021-11-10 09:10:41-05:00 |
|---|---|
| Maximum | 2021-11-10 11:40:04-05:00 |
Histogram with fixed size bins (bins=50)
cpu_load
Real number (ℝ≥0)
| Distinct | 11 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2085921325 |
| Minimum | 0.1 |
|---|---|
| Maximum | 1.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.7 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.1 |
| Q1 | 0.1 |
| median | 0.2 |
| Q3 | 0.2 |
| 95-th percentile | 0.6 |
| Maximum | 1.4 |
| Range | 1.3 |
| Interquartile range (IQR) | 0.1 |
Descriptive statistics
| Standard deviation | 0.1398692406 |
|---|---|
| Coefficient of variation (CV) | 0.6705393865 |
| Kurtosis | 10.64219759 |
| Mean | 0.2085921325 |
| Median Absolute Deviation (MAD) | 0.1 |
| Skewness | 2.681422072 |
| Sum | 201.5 |
| Variance | 0.01956340446 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 0.2 | 421 | |
| 0.1 | 348 | |
| 0.3 | 117 | 12.1% |
| 0.6 | 34 | 3.5% |
| 0.4 | 14 | 1.4% |
| 0.5 | 14 | 1.4% |
| 0.7 | 11 | 1.1% |
| 0.8 | 3 | 0.3% |
| 1 | 2 | 0.2% |
| 0.9 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0.1 | 348 | |
| 0.2 | 421 | |
| 0.3 | 117 | 12.1% |
| 0.4 | 14 | 1.4% |
| 0.5 | 14 | 1.4% |
| Value | Count | Frequency (%) |
| 1.4 | 1 | 0.1% |
| 1 | 2 | 0.2% |
| 0.9 | 1 | 0.1% |
| 0.8 | 3 | 0.3% |
| 0.7 | 11 |
cpu_freq
Real number (ℝ≥0)
| Distinct | 834 |
|---|---|
| Distinct (%) | 86.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 907.8632816 |
| Minimum | 806.39 |
|---|---|
| Maximum | 3593.58 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.7 KiB |
Quantile statistics
| Minimum | 806.39 |
|---|---|
| 5-th percentile | 816.09 |
| Q1 | 833.9375 |
| median | 859.27 |
| Q3 | 904.7175 |
| 95-th percentile | 1097.96 |
| Maximum | 3593.58 |
| Range | 2787.19 |
| Interquartile range (IQR) | 70.78 |
Descriptive statistics
| Standard deviation | 223.2820195 |
|---|---|
| Coefficient of variation (CV) | 0.2459423396 |
| Kurtosis | 71.55024177 |
| Mean | 907.8632816 |
| Median Absolute Deviation (MAD) | 32.62 |
| Skewness | 7.698524868 |
| Sum | 876995.93 |
| Variance | 49854.86024 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 848.1 | 4 | 0.4% |
| 826.05 | 4 | 0.4% |
| 845.88 | 4 | 0.4% |
| 883.68 | 3 | 0.3% |
| 851.32 | 3 | 0.3% |
| 830.32 | 3 | 0.3% |
| 833.15 | 3 | 0.3% |
| 819 | 3 | 0.3% |
| 1097.96 | 3 | 0.3% |
| 911.26 | 3 | 0.3% |
| Other values (824) | 933 |
| Value | Count | Frequency (%) |
| 806.39 | 1 | |
| 806.57 | 2 | |
| 807.48 | 2 | |
| 807.55 | 1 | |
| 808.23 | 1 |
| Value | Count | Frequency (%) |
| 3593.58 | 1 | |
| 3511.41 | 1 | |
| 3162.18 | 1 | |
| 2932.66 | 1 | |
| 2604.83 | 1 |
| Distinct | 734 |
|---|---|
| Distinct (%) | 76.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1398579925 |
| Minimum | 1260351488 |
|---|---|
| Maximum | 1467969536 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.7 KiB |
Quantile statistics
| Minimum | 1260351488 |
|---|---|
| 5-th percentile | 1261800448 |
| Q1 | 1263621120 |
| median | 1460670464 |
| Q3 | 1464834048 |
| 95-th percentile | 1466445824 |
| Maximum | 1467969536 |
| Range | 207618048 |
| Interquartile range (IQR) | 201212928 |
Descriptive statistics
| Standard deviation | 93654378.03 |
|---|---|
| Coefficient of variation (CV) | 0.06696390843 |
| Kurtosis | -1.420066876 |
| Mean | 1398579925 |
| Median Absolute Deviation (MAD) | 4802560 |
| Skewness | -0.7617102468 |
| Sum | 1.351028208 × 1012 |
| Variance | 8.771142524 × 1015 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1262985216 | 5 | 0.5% |
| 1262366720 | 4 | 0.4% |
| 1264021504 | 4 | 0.4% |
| 1262112768 | 4 | 0.4% |
| 1262137344 | 4 | 0.4% |
| 1261490176 | 4 | 0.4% |
| 1263652864 | 4 | 0.4% |
| 1263435776 | 4 | 0.4% |
| 1262399488 | 4 | 0.4% |
| 1263140864 | 4 | 0.4% |
| Other values (724) | 925 |
| Value | Count | Frequency (%) |
| 1260351488 | 1 | |
| 1260417024 | 1 | |
| 1260576768 | 1 | |
| 1260580864 | 1 | |
| 1260642304 | 2 |
| Value | Count | Frequency (%) |
| 1467969536 | 1 | |
| 1467936768 | 1 | |
| 1467772928 | 1 | |
| 1467568128 | 1 | |
| 1467527168 | 1 |
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.72877847 |
| Minimum | 29 |
|---|---|
| Maximum | 37 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.7 KiB |
Quantile statistics
| Minimum | 29 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 31 |
| median | 35 |
| Q3 | 35 |
| 95-th percentile | 36 |
| Maximum | 37 |
| Range | 8 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.253595851 |
|---|---|
| Coefficient of variation (CV) | 0.06681522287 |
| Kurtosis | -0.7720224253 |
| Mean | 33.72877847 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.8186455505 |
| Sum | 32582 |
| Variance | 5.078694258 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 35 | 376 | |
| 36 | 156 | |
| 34 | 121 | 12.5% |
| 30 | 119 | 12.3% |
| 31 | 87 | 9.0% |
| 29 | 40 | 4.1% |
| 33 | 26 | 2.7% |
| 32 | 22 | 2.3% |
| 37 | 19 | 2.0% |
| Value | Count | Frequency (%) |
| 29 | 40 | 4.1% |
| 30 | 119 | |
| 31 | 87 | |
| 32 | 22 | 2.3% |
| 33 | 26 | 2.7% |
| Value | Count | Frequency (%) |
| 37 | 19 | 2.0% |
| 36 | 156 | |
| 35 | 376 | |
| 34 | 121 | 12.5% |
| 33 | 26 | 2.7% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2283186316 |
| Minimum | 9437184 |
|---|---|
| Maximum | 3362783232 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.7 KiB |
Quantile statistics
| Minimum | 9437184 |
|---|---|
| 5-th percentile | 9437184 |
| Q1 | 9437184 |
| median | 3362783232 |
| Q3 | 3362783232 |
| 95-th percentile | 3362783232 |
| Maximum | 3362783232 |
| Range | 3353346048 |
| Interquartile range (IQR) | 3353346048 |
Descriptive statistics
| Standard deviation | 1567570195 |
|---|---|
| Coefficient of variation (CV) | 0.6865712989 |
| Kurtosis | -1.420217133 |
| Mean | 2283186316 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.7633659495 |
| Sum | 2.205557981 × 1012 |
| Variance | 2.457276315 × 1018 |
| Monotonicity | Decreasing |
Histogram with fixed size bins (bins=2)
| Value | Count | Frequency (%) |
| 3362783232 | 655 | |
| 9437184 | 311 |
| Value | Count | Frequency (%) |
| 9437184 | 311 | |
| 3362783232 | 655 |
| Value | Count | Frequency (%) |
| 3362783232 | 655 | |
| 9437184 | 311 |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67.80331263 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 311 |
| Zeros (%) | 32.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 100 |
| Q3 | 100 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 100 |
Descriptive statistics
| Standard deviation | 46.74504356 |
|---|---|
| Coefficient of variation (CV) | 0.6894212355 |
| Kurtosis | -1.420217485 |
| Mean | 67.80331263 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.7633629292 |
| Sum | 65498 |
| Variance | 2185.099098 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=3)
| Value | Count | Frequency (%) |
| 100 | 653 | |
| 0 | 311 | |
| 99 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 311 | |
| 99 | 2 | 0.2% |
| 100 | 653 |
| Value | Count | Frequency (%) |
| 100 | 653 | |
| 99 | 2 | 0.2% |
| 0 | 311 |
| Distinct | 34 |
|---|---|
| Distinct (%) | 3.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 63.13768116 |
| Minimum | 32 |
|---|---|
| Maximum | 78 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.7 KiB |
Quantile statistics
| Minimum | 32 |
|---|---|
| 5-th percentile | 32 |
| Q1 | 34 |
| median | 76 |
| Q3 | 77 |
| 95-th percentile | 78 |
| Maximum | 78 |
| Range | 46 |
| Interquartile range (IQR) | 43 |
Descriptive statistics
| Standard deviation | 19.95945861 |
|---|---|
| Coefficient of variation (CV) | 0.3161259369 |
| Kurtosis | -1.295335885 |
| Mean | 63.13768116 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.817234516 |
| Sum | 60991 |
| Variance | 398.379988 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 77 | 361 | |
| 76 | 222 | |
| 32 | 144 | 14.9% |
| 33 | 84 | 8.7% |
| 78 | 56 | 5.8% |
| 34 | 20 | 2.1% |
| 75 | 16 | 1.7% |
| 35 | 9 | 0.9% |
| 36 | 9 | 0.9% |
| 37 | 5 | 0.5% |
| Other values (24) | 40 | 4.1% |
| Value | Count | Frequency (%) |
| 32 | 144 | |
| 33 | 84 | |
| 34 | 20 | 2.1% |
| 35 | 9 | 0.9% |
| 36 | 9 | 0.9% |
| Value | Count | Frequency (%) |
| 78 | 56 | 5.8% |
| 77 | 361 | |
| 76 | 222 | |
| 75 | 16 | 1.7% |
| 71 | 1 | 0.1% |
hashrate
Real number (ℝ≥0)
| Distinct | 11 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1005543.523 |
| Minimum | 119772.51 |
|---|---|
| Maximum | 1676815.12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.7 KiB |
Quantile statistics
| Minimum | 119772.51 |
|---|---|
| 5-th percentile | 119772.51 |
| Q1 | 598862.54 |
| median | 958180.07 |
| Q3 | 1557042.61 |
| 95-th percentile | 1676815.12 |
| Maximum | 1676815.12 |
| Range | 1557042.61 |
| Interquartile range (IQR) | 958180.07 |
Descriptive statistics
| Standard deviation | 513635.7324 |
|---|---|
| Coefficient of variation (CV) | 0.5108040781 |
| Kurtosis | -1.329616308 |
| Mean | 1005543.523 |
| Median Absolute Deviation (MAD) | 479090.04 |
| Skewness | 0.02612863759 |
| Sum | 971355043.6 |
| Variance | 2.638216656 × 1011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 1676815.12 | 228 | |
| 958180.07 | 114 | |
| 479090.03 | 112 | |
| 718635.05 | 98 | |
| 119772.51 | 60 | 6.2% |
| 359317.53 | 60 | 6.2% |
| 838407.56 | 60 | 6.2% |
| 1437270.1 | 60 | 6.2% |
| 1557042.61 | 60 | 6.2% |
| 1077952.57 | 60 | 6.2% |
| Value | Count | Frequency (%) |
| 119772.51 | 60 | |
| 359317.53 | 60 | |
| 479090.03 | 112 | |
| 598862.54 | 54 | |
| 718635.05 | 98 |
| Value | Count | Frequency (%) |
| 1676815.12 | 228 | |
| 1557042.61 | 60 | 6.2% |
| 1437270.1 | 60 | 6.2% |
| 1077952.57 | 60 | 6.2% |
| 958180.07 | 114 |
unpaid
Real number (ℝ≥0)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 127975454.6 |
| Minimum | 127800788 |
|---|---|
| Maximum | 129278234 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.7 KiB |
Quantile statistics
| Minimum | 127800788 |
|---|---|
| 5-th percentile | 127800788 |
| Q1 | 127800788 |
| median | 127800788 |
| Q3 | 127891181 |
| 95-th percentile | 128644815 |
| Maximum | 129278234 |
| Range | 1477446 |
| Interquartile range (IQR) | 90393 |
Descriptive statistics
| Standard deviation | 362543.2666 |
|---|---|
| Coefficient of variation (CV) | 0.002832912513 |
| Kurtosis | 4.791954462 |
| Mean | 127975454.6 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.318439329 |
| Sum | 1.236242891 × 1011 |
| Variance | 1.314376202 × 1011 |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 127800788 | 672 | |
| 128192340 | 62 | 6.4% |
| 128644815 | 60 | 6.2% |
| 128373307 | 48 | 5.0% |
| 129278234 | 40 | 4.1% |
| 127830933 | 30 | 3.1% |
| 127891181 | 30 | 3.1% |
| 127861058 | 12 | 1.2% |
| 128041783 | 12 | 1.2% |
| Value | Count | Frequency (%) |
| 127800788 | 672 | |
| 127830933 | 30 | 3.1% |
| 127861058 | 12 | 1.2% |
| 127891181 | 30 | 3.1% |
| 128041783 | 12 | 1.2% |
| Value | Count | Frequency (%) |
| 129278234 | 40 | |
| 128644815 | 60 | |
| 128373307 | 48 | |
| 128192340 | 62 | |
| 128041783 | 12 | 1.2% |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 847541.4079 |
| Minimum | 0 |
|---|---|
| Maximum | 1250000 |
| Zeros | 311 |
| Zeros (%) | 32.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1250000 |
| Q3 | 1250000 |
| 95-th percentile | 1250000 |
| Maximum | 1250000 |
| Range | 1250000 |
| Interquartile range (IQR) | 1250000 |
Descriptive statistics
| Standard deviation | 584313.0446 |
|---|---|
| Coefficient of variation (CV) | 0.6894212355 |
| Kurtosis | -1.420217485 |
| Mean | 847541.4079 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.7633629292 |
| Sum | 818725000 |
| Variance | 3.41421734 × 1011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=3)
| Value | Count | Frequency (%) |
| 1250000 | 653 | |
| 0 | 311 | |
| 1237500 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 311 | |
| 1237500 | 2 | 0.2% |
| 1250000 | 653 |
| Value | Count | Frequency (%) |
| 1250000 | 653 | |
| 1237500 | 2 | 0.2% |
| 0 | 311 |
| Distinct | 866 |
|---|---|
| Distinct (%) | 89.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0318438 |
| Minimum | 0.6725 |
|---|---|
| Maximum | 3.162222222 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.7 KiB |
Quantile statistics
| Minimum | 0.6725 |
|---|---|
| 5-th percentile | 0.811875 |
| Q1 | 1.367361111 |
| median | 2.061527778 |
| Q3 | 2.756180556 |
| 95-th percentile | 3.093333333 |
| Maximum | 3.162222222 |
| Range | 2.489722222 |
| Interquartile range (IQR) | 1.388819444 |
Descriptive statistics
| Standard deviation | 0.7603161449 |
|---|---|
| Coefficient of variation (CV) | 0.3742000959 |
| Kurtosis | -1.286576485 |
| Mean | 2.0318438 |
| Median Absolute Deviation (MAD) | 0.6951388889 |
| Skewness | -0.1327714634 |
| Sum | 1962.761111 |
| Variance | 0.5780806402 |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.162222222 | 2 | 0.2% |
| 2.981111111 | 2 | 0.2% |
| 2.952222222 | 2 | 0.2% |
| 2.955277778 | 2 | 0.2% |
| 2.958055556 | 2 | 0.2% |
| 2.960833333 | 2 | 0.2% |
| 2.963888889 | 2 | 0.2% |
| 2.966666667 | 2 | 0.2% |
| 2.969444444 | 2 | 0.2% |
| 2.9725 | 2 | 0.2% |
| Other values (856) | 946 |
| Value | Count | Frequency (%) |
| 0.6725 | 1 | |
| 0.6755555556 | 1 | |
| 0.6783333333 | 1 | |
| 0.6811111111 | 1 | |
| 0.6841666667 | 1 |
| Value | Count | Frequency (%) |
| 3.162222222 | 2 | |
| 3.159166667 | 2 | |
| 3.156388889 | 2 | |
| 3.153611111 | 2 | |
| 3.150833333 | 2 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| df_index | ts | cpu_load | cpu_freq | memory_usage | cpu_temp | gpu_memory_usage | gpu_load | gpu_temp | hashrate | unpaid | reported_hashrate | relative_hour | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 234 | 2021-11-10 09:10:41-05:00 | 0.4 | 885.92 | 1461538816 | 33.0 | 3.362783e+09 | 100.0 | 76.0 | 119772.51 | 127800788 | 1250000.0 | 0.672500 |
| 1 | 235 | 2021-11-10 09:10:52-05:00 | 0.2 | 852.95 | 1460908032 | 34.0 | 3.362783e+09 | 100.0 | 76.0 | 119772.51 | 127800788 | 1250000.0 | 0.675556 |
| 2 | 236 | 2021-11-10 09:11:02-05:00 | 0.2 | 1573.96 | 1460867072 | 34.0 | 3.362783e+09 | 100.0 | 76.0 | 119772.51 | 127800788 | 1250000.0 | 0.678333 |
| 3 | 237 | 2021-11-10 09:11:12-05:00 | 0.2 | 904.47 | 1459933184 | 34.0 | 3.362783e+09 | 100.0 | 76.0 | 119772.51 | 127800788 | 1250000.0 | 0.681111 |
| 4 | 238 | 2021-11-10 09:11:23-05:00 | 0.1 | 834.99 | 1459343360 | 34.0 | 3.362783e+09 | 100.0 | 76.0 | 119772.51 | 127800788 | 1250000.0 | 0.684167 |
| 5 | 239 | 2021-11-10 09:11:33-05:00 | 0.3 | 845.68 | 1459400704 | 35.0 | 3.362783e+09 | 100.0 | 76.0 | 119772.51 | 127800788 | 1250000.0 | 0.686944 |
| 6 | 240 | 2021-11-10 09:11:43-05:00 | 0.2 | 864.41 | 1460150272 | 33.0 | 3.362783e+09 | 100.0 | 76.0 | 119772.51 | 127800788 | 1250000.0 | 0.689722 |
| 7 | 241 | 2021-11-10 09:11:54-05:00 | 0.1 | 852.13 | 1461075968 | 34.0 | 3.362783e+09 | 100.0 | 76.0 | 119772.51 | 127800788 | 1250000.0 | 0.692778 |
| 8 | 242 | 2021-11-10 09:12:04-05:00 | 0.2 | 863.66 | 1461149696 | 34.0 | 3.362783e+09 | 100.0 | 76.0 | 119772.51 | 127800788 | 1250000.0 | 0.695556 |
| 9 | 243 | 2021-11-10 09:12:15-05:00 | 0.3 | 1098.32 | 1459875840 | 33.0 | 3.362783e+09 | 100.0 | 76.0 | 119772.51 | 127800788 | 1250000.0 | 0.698611 |
Last rows
| df_index | ts | cpu_load | cpu_freq | memory_usage | cpu_temp | gpu_memory_usage | gpu_load | gpu_temp | hashrate | unpaid | reported_hashrate | relative_hour | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 956 | 1095 | 2021-11-10 11:39:23-05:00 | 0.1 | 818.64 | 1263464448 | 29.0 | 9437184.0 | 0.0 | 32.0 | 479090.03 | 129278234 | 0.0 | 3.150833 |
| 957 | 1195 | 2021-11-10 11:39:23-05:00 | 0.1 | 818.64 | 1263464448 | 29.0 | 9437184.0 | 0.0 | 32.0 | 479090.03 | 129278234 | 0.0 | 3.150833 |
| 958 | 1196 | 2021-11-10 11:39:33-05:00 | 0.1 | 969.61 | 1262985216 | 31.0 | 9437184.0 | 0.0 | 32.0 | 479090.03 | 129278234 | 0.0 | 3.153611 |
| 959 | 1096 | 2021-11-10 11:39:33-05:00 | 0.1 | 969.61 | 1262985216 | 31.0 | 9437184.0 | 0.0 | 32.0 | 479090.03 | 129278234 | 0.0 | 3.153611 |
| 960 | 1097 | 2021-11-10 11:39:43-05:00 | 0.1 | 816.44 | 1262985216 | 29.0 | 9437184.0 | 0.0 | 32.0 | 479090.03 | 129278234 | 0.0 | 3.156389 |
| 961 | 1197 | 2021-11-10 11:39:43-05:00 | 0.1 | 816.44 | 1262985216 | 29.0 | 9437184.0 | 0.0 | 32.0 | 479090.03 | 129278234 | 0.0 | 3.156389 |
| 962 | 1098 | 2021-11-10 11:39:53-05:00 | 0.1 | 830.32 | 1262501888 | 30.0 | 9437184.0 | 0.0 | 32.0 | 479090.03 | 129278234 | 0.0 | 3.159167 |
| 963 | 1198 | 2021-11-10 11:39:53-05:00 | 0.1 | 830.32 | 1262501888 | 30.0 | 9437184.0 | 0.0 | 32.0 | 479090.03 | 129278234 | 0.0 | 3.159167 |
| 964 | 1099 | 2021-11-10 11:40:04-05:00 | 0.1 | 815.89 | 1262714880 | 30.0 | 9437184.0 | 0.0 | 32.0 | 479090.03 | 129278234 | 0.0 | 3.162222 |
| 965 | 1199 | 2021-11-10 11:40:04-05:00 | 0.1 | 815.89 | 1262714880 | 30.0 | 9437184.0 | 0.0 | 32.0 | 479090.03 | 129278234 | 0.0 | 3.162222 |